This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

**Figure 13.**- *Other* rockfish (non-pelagic and non-yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 13.- Other rockfish (non-pelagic and non-yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 14.**- *Other* rockfish (non-pelagic and non-yelloweye) releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 14.- Other rockfish (non-pelagic and non-yelloweye) releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



Total Biomass Removal Estimates

**Figure 15.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 16.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 17.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 18.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 18.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 19.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 19.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 20.**- Residuals from logbook harvests.

Figure 20.- Residuals from logbook harvests.


SWHS residuals

**Figure 21.**- Residuals from SWHS harvests.

Figure 21.- Residuals from SWHS harvests.



**Figure 22.**- Residual of SWHS releases.

Figure 22.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 23.**- Mean percent of harvest by charter anglers.

Figure 23.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 24.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 24.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 25.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 25.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 26.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 26.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 27.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 27.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 28.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 28.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 29.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 29.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 30.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 30.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 31.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 31.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 32.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 32.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 33.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 33.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 35.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 36.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 36.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 37.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 41.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 41.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.2947846

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.15 while 0.85 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

11

1

1

0.453

0.449

0.226

0.704

1.021

0.127

0.031

CSEO

p_yellow

11

1

2

0.432

0.420

0.170

0.738

1.011

0.150

0.080

CSEO

p_pelagic

11

10

1

0.455

0.452

0.229

0.702

1.026

0.125

0.024

CSEO

p_yellow

11

10

1

0.520

0.519

0.238

0.816

1.010

0.150

0.007

CSEO

p_pelagic

11

11

1

0.454

0.454

0.217

0.709

1.026

0.127

0.000

CSEO

p_pelagic

11

11

2

0.391

0.384

0.173

0.641

1.037

0.124

0.056

CSEO

p_pelagic

11

12

1

0.453

0.451

0.210

0.699

1.014

0.128

0.016

CSEO

p_pelagic

11

12

2

0.390

0.380

0.174

0.656

1.025

0.126

0.079

CSEO

p_pelagic

11

13

1

0.454

0.451

0.223

0.708

1.020

0.126

0.024

CSEO

p_pelagic

11

13

2

0.387

0.380

0.174

0.635

1.024

0.122

0.057

CSEO

p_pelagic

11

14

1

0.465

0.463

0.236

0.711

1.017

0.122

0.016

CSEO

p_pelagic

11

14

2

0.390

0.385

0.167

0.640

1.019

0.123

0.041

CSEO

p_pelagic

11

15

2

0.380

0.370

0.168

0.637

1.030

0.122

0.082

CSEO

p_yellow

11

15

1

0.510

0.511

0.221

0.802

1.013

0.151

-0.007

CSEO

p_yellow

11

15

2

0.430

0.419

0.167

0.741

1.011

0.149

0.074

CSEO

p_pelagic

11

16

1

0.470

0.465

0.248

0.706

1.020

0.120

0.042

CSEO

p_pelagic

11

16

2

0.394

0.385

0.174

0.652

1.020

0.124

0.073

CSEO

p_pelagic

11

17

1

0.460

0.456

0.231

0.702

1.018

0.122

0.033

CSEO

p_pelagic

11

17

2

0.392

0.385

0.174

0.641

1.018

0.123

0.057

CSEO

p_pelagic

11

18

2

0.395

0.388

0.173

0.646

1.014

0.123

0.057

CSEO

p_yellow

11

18

1

0.521

0.520

0.239

0.808

1.011

0.150

0.007

CSEO

p_pelagic

11

19

1

0.471

0.467

0.243

0.718

1.017

0.124

0.032

CSEO

p_pelagic

11

19

2

0.397

0.390

0.179

0.652

1.018

0.124

0.057

CSEO

p_pelagic

11

2

1

0.454

0.453

0.209

0.707

1.028

0.128

0.008

CSEO

p_pelagic

11

2

2

0.389

0.382

0.178

0.655

1.029

0.122

0.057

CSEO

p_pelagic

11

20

1

0.468

0.466

0.235

0.708

1.010

0.123

0.016

CSEO

p_pelagic

11

20

2

0.394

0.388

0.172

0.645

1.018

0.124

0.048

CSEO

p_yellow

11

20

2

0.432

0.422

0.173

0.733

1.014

0.148

0.068

CSEO

p_pelagic

11

21

1

0.469

0.467

0.252

0.711

1.014

0.121

0.017

CSEO

p_pelagic

11

21

2

0.393

0.383

0.178

0.651

1.021

0.122

0.082

CSEO

p_pelagic

11

22

2

0.399

0.393

0.183

0.652

1.013

0.122

0.049

CSEO

p_yellow

11

22

2

0.433

0.423

0.170

0.742

1.011

0.150

0.067

CSEO

p_yellow

11

23

1

0.539

0.538

0.263

0.805

1.010

0.143

0.007

CSEO

p_yellow

11

23

2

0.445

0.439

0.177

0.765

1.012

0.155

0.039

CSEO

p_yellow

11

24

1

0.494

0.485

0.226

0.791

1.011

0.146

0.062

CSEO

p_yellow

11

25

2

0.441

0.436

0.180

0.755

1.012

0.153

0.033

CSEO

p_yellow

11

26

1

0.513

0.511

0.241

0.801

1.011

0.146

0.014

CSEO

p_yellow

11

26

2

0.441

0.432

0.173

0.745

1.014

0.152

0.059

CSEO

p_yellow

11

27

1

0.520

0.515

0.241

0.795

1.011

0.147

0.034

CSEO

p_yellow

11

27

2

0.447

0.437

0.173

0.755

1.011

0.153

0.065

CSEO

p_pelagic

11

3

1

0.456

0.455

0.216

0.696

1.026

0.127

0.008

CSEO

p_pelagic

11

3

2

0.389

0.379

0.176

0.641

1.027

0.122

0.082

CSEO

p_pelagic

11

4

1

0.452

0.450

0.214

0.703

1.025

0.128

0.016

CSEO

p_pelagic

11

4

2

0.386

0.377

0.169

0.649

1.026

0.123

0.073

CSEO

p_pelagic

11

5

1

0.453

0.448

0.216

0.703

1.021

0.128

0.039

CSEO

p_pelagic

11

5

2

0.390

0.383

0.171

0.648

1.023

0.123

0.057

CSEO

p_yellow

11

5

1

0.517

0.512

0.232

0.806

1.012

0.150

0.033

CSEO

p_pelagic

11

6

1

0.455

0.451

0.220

0.703

1.015

0.127

0.032

CSEO

p_pelagic

11

6

2

0.391

0.383

0.166

0.643

1.033

0.126

0.063

CSEO

p_yellow

11

6

1

0.520

0.517

0.232

0.809

1.012

0.153

0.020

CSEO

p_yellow

11

6

2

0.435

0.427

0.166

0.737

1.019

0.151

0.053

CSEO

p_pelagic

11

7

1

0.453

0.450

0.215

0.698

1.024

0.128

0.023

CSEO

p_pelagic

11

7

2

0.389

0.384

0.172

0.642

1.023

0.124

0.040

CSEO

p_pelagic

11

8

1

0.455

0.451

0.220

0.703

1.019

0.128

0.031

CSEO

p_pelagic

11

8

2

0.388

0.383

0.170

0.648

1.024

0.123

0.041

CSEO

p_pelagic

11

9

1

0.457

0.454

0.217

0.710

1.035

0.128

0.023

CSEO

p_pelagic

11

9

2

0.387

0.378

0.175

0.629

1.023

0.121

0.074

CSEO

p_pelagic

13

1

1

0.341

0.323

0.103

0.666

1.547

0.154

0.117

NSEI

p_pelagic

13

1

2

0.154

0.129

0.034

0.392

1.554

0.097

0.257

NSEI

p_yellow

13

1

1

0.531

0.458

0.125

0.991

1.602

0.284

0.257

NSEI

p_yellow

13

1

2

0.543

0.471

0.135

0.992

1.623

0.281

0.256

NSEI

p_pelagic

13

10

1

0.355

0.336

0.116

0.668

1.436

0.153

0.125

NSEI

p_pelagic

13

10

2

0.156

0.134

0.040

0.393

1.527

0.093

0.236

NSEI

p_yellow

13

10

1

0.535

0.452

0.139

0.992

1.632

0.284

0.293

NSEI

p_yellow

13

10

2

0.543

0.469

0.139

0.992

1.631

0.280

0.264

NSEI

p_pelagic

13

11

1

0.357

0.340

0.112

0.667

1.453

0.148

0.115

NSEI

p_pelagic

13

11

2

0.161

0.141

0.040

0.395

1.450

0.094

0.214

NSEI

p_yellow

13

11

1

0.535

0.461

0.136

0.991

1.617

0.283

0.262

NSEI

p_yellow

13

11

2

0.542

0.468

0.143

0.991

1.583

0.282

0.263

NSEI

p_pelagic

13

12

1

0.355

0.339

0.116

0.671

1.445

0.149

0.107

NSEI

p_pelagic

13

12

2

0.160

0.138

0.041

0.403

1.479

0.094

0.233

NSEI

p_yellow

13

12

1

0.537

0.469

0.139

0.991

1.588

0.280

0.243

NSEI

p_yellow

13

12

2

0.542

0.466

0.144

0.992

1.653

0.281

0.270

NSEI

p_pelagic

13

13

1

0.360

0.343

0.124

0.673

1.455

0.147

0.115

NSEI

p_pelagic

13

13

2

0.164

0.143

0.044

0.393

1.449

0.093

0.226

NSEI

p_yellow

13

13

1

0.536

0.458

0.136

0.991

1.613

0.281

0.277

NSEI

p_yellow

13

13

2

0.540

0.465

0.137

0.992

1.577

0.280

0.267

NSEI

p_pelagic

13

14

1

0.356

0.341

0.123

0.662

1.549

0.146

0.103

NSEI

p_pelagic

13

14

2

0.162

0.141

0.043

0.403

1.484

0.092

0.228

NSEI

p_yellow

13

14

1

0.540

0.472

0.140

0.991

1.594

0.280

0.243

NSEI

p_yellow

13

14

2

0.540

0.469

0.142

0.991

1.609

0.281

0.252

NSEI

p_pelagic

13

15

1

0.337

0.318

0.113

0.665

1.595

0.149

0.128

NSEI

p_pelagic

13

15

2

0.159

0.138

0.042

0.375

1.524

0.090

0.234

NSEI

p_yellow

13

15

1

0.531

0.448

0.137

0.991

1.641

0.283

0.293

NSEI

p_yellow

13

15

2

0.540

0.460

0.141

0.992

1.653

0.281

0.285

NSEI

p_pelagic

13

16

1

0.362

0.347

0.132

0.668

1.474

0.143

0.105

NSEI

p_pelagic

13

16

2

0.171

0.152

0.048

0.400

1.422

0.092

0.206

NSEI

p_yellow

13

16

1

0.538

0.466

0.130

0.991

1.621

0.284

0.254

NSEI

p_yellow

13

16

2

0.540

0.469

0.133

0.991

1.619

0.282

0.252

NSEI

p_pelagic

13

17

1

0.376

0.364

0.149

0.674

1.406

0.141

0.085

NSEI

p_pelagic

13

17

2

0.172

0.154

0.047

0.400

1.401

0.091

0.197

NSEI

p_yellow

13

17

1

0.539

0.464

0.129

0.991

1.609

0.280

0.268

NSEI

p_yellow

13

17

2

0.543

0.481

0.143

0.992

1.617

0.281

0.221

NSEI

p_pelagic

13

18

1

0.386

0.368

0.160

0.686

1.425

0.140

0.128

NSEI

p_pelagic

13

18

2

0.180

0.161

0.053

0.417

1.426

0.095

0.200

NSEI

p_yellow

13

18

1

0.535

0.465

0.131

0.991

1.628

0.281

0.249

NSEI

p_yellow

13

18

2

0.537

0.467

0.136

0.992

1.626

0.281

0.249

NSEI

p_pelagic

13

19

1

0.381

0.371

0.152

0.665

1.364

0.138

0.073

NSEI

p_pelagic

13

19

2

0.177

0.159

0.054

0.393

1.393

0.089

0.202

NSEI

p_yellow

13

19

1

0.533

0.452

0.137

0.991

1.623

0.283

0.287

NSEI

p_yellow

13

19

2

0.540

0.467

0.137

0.992

1.591

0.283

0.258

NSEI

p_pelagic

13

2

1

0.342

0.320

0.105

0.674

1.540

0.155

0.142

NSEI

p_pelagic

13

2

2

0.150

0.126

0.036

0.390

1.545

0.094

0.256

NSEI

p_yellow

13

2

1

0.538

0.465

0.132

0.992

1.604

0.280

0.260

NSEI

p_yellow

13

2

2

0.538

0.463

0.134

0.991

1.611

0.286

0.262

NSEI

p_pelagic

13

20

1

0.394

0.385

0.160

0.686

1.357

0.137

0.066

NSEI

p_pelagic

13

20

2

0.187

0.169

0.060

0.417

1.270

0.094

0.192

NSEI

p_yellow

13

20

1

0.535

0.462

0.135

0.991

1.630

0.282

0.259

NSEI

p_yellow

13

20

2

0.542

0.470

0.139

0.992

1.611

0.281

0.256

NSEI

p_pelagic

13

21

1

0.410

0.402

0.180

0.691

1.262

0.134

0.060

NSEI

p_pelagic

13

21

2

0.193

0.178

0.060

0.405

1.237

0.090

0.167

NSEI

p_yellow

13

21

1

0.535

0.461

0.133

0.992

1.617

0.282

0.263

NSEI

p_yellow

13

21

2

0.537

0.466

0.131

0.992

1.616

0.282

0.251

NSEI

p_pelagic

13

22

2

0.195

0.179

0.066

0.416

1.253

0.090

0.177

NSEI

p_yellow

13

22

1

0.534

0.454

0.134

0.991

1.620

0.281

0.284

NSEI

p_yellow

13

22

2

0.539

0.470

0.134

0.991

1.628

0.283

0.244

NSEI

p_pelagic

13

23

1

0.606

0.606

0.582

0.630

1.013

0.012

0.000

NSEI

p_pelagic

13

23

2

0.121

0.112

0.043

0.260

1.082

0.055

0.163

NSEI

p_yellow

13

23

1

0.503

0.420

0.113

0.988

1.639

0.289

0.287

NSEI

p_yellow

13

23

2

0.579

0.522

0.171

0.993

1.565

0.267

0.213

NSEI

p_pelagic

13

24

1

0.568

0.568

0.550

0.586

1.011

0.009

0.000

NSEI

p_pelagic

13

24

2

0.079

0.077

0.041

0.131

1.024

0.023

0.085

NSEI

p_yellow

13

24

1

0.503

0.417

0.113

0.988

1.622

0.287

0.299

NSEI

p_yellow

13

24

2

0.576

0.524

0.162

0.994

1.580

0.269

0.193

NSEI

p_pelagic

13

25

2

0.120

0.112

0.048

0.239

1.032

0.051

0.157

NSEI

p_yellow

13

25

1

0.501

0.418

0.113

0.989

1.602

0.284

0.292

NSEI

p_yellow

13

25

2

0.575

0.525

0.163

0.994

1.571

0.268

0.187

NSEI

p_pelagic

13

26

1

0.644

0.644

0.615

0.672

1.011

0.014

0.000

NSEI

p_yellow

13

26

1

0.496

0.416

0.111

0.989

1.625

0.285

0.281

NSEI

p_yellow

13

26

2

0.574

0.516

0.165

0.993

1.545

0.264

0.220

NSEI

p_pelagic

13

27

1

0.565

0.565

0.544

0.588

1.010

0.011

0.000

NSEI

p_yellow

13

27

1

0.482

0.396

0.105

0.989

1.587

0.282

0.305

NSEI

p_yellow

13

27

2

0.566

0.511

0.159

0.992

1.586

0.264

0.209

NSEI

p_yellow

13

28

1

0.484

0.412

0.113

0.987

1.582

0.272

0.265

NSEI

p_yellow

13

28

2

0.563

0.515

0.173

0.993

1.534

0.257

0.187

NSEI

p_yellow

13

29

1

0.448

0.377

0.109

0.978

1.519

0.254

0.279

NSEI

p_yellow

13

29

2

0.545

0.502

0.168

0.987

1.501

0.244

0.176

NSEI

p_pelagic

13

3

1

0.344

0.325

0.107

0.663

1.529

0.153

0.124

NSEI

p_pelagic

13

3

2

0.151

0.131

0.034

0.383

1.483

0.093

0.215

NSEI

p_yellow

13

3

1

0.535

0.457

0.134

0.992

1.630

0.284

0.275

NSEI

p_yellow

13

3

2

0.540

0.467

0.140

0.992

1.614

0.282

0.259

NSEI

p_yellow

13

30

2

0.358

0.356

0.266

0.460

1.014

0.051

0.039

NSEI

p_pelagic

13

4

1

0.343

0.325

0.112

0.669

1.543

0.152

0.119

NSEI

p_pelagic

13

4

2

0.154

0.130

0.034

0.381

1.540

0.094

0.256

NSEI

p_yellow

13

4

1

0.536

0.464

0.134

0.991

1.609

0.281

0.257

NSEI

p_yellow

13

4

2

0.540

0.464

0.135

0.991

1.618

0.282

0.269

NSEI

p_dsr

13

44

1

0.360

0.355

0.263

0.476

1.012

0.055

0.090

NSEI

p_pelagic

13

5

1

0.342

0.322

0.111

0.673

1.582

0.154

0.130

NSEI

p_pelagic

13

5

2

0.153

0.129

0.036

0.389

1.554

0.094

0.254

NSEI

p_yellow

13

5

1

0.540

0.469

0.132

0.991

1.603

0.281

0.253

NSEI

p_yellow

13

5

2

0.543

0.471

0.143

0.992

1.607

0.280

0.257

NSEI

p_pelagic

13

6

1

0.349

0.332

0.106

0.675

1.507

0.154

0.110

NSEI

p_pelagic

13

6

2

0.154

0.130

0.034

0.389

1.528

0.095

0.253

NSEI

p_yellow

13

6

1

0.536

0.459

0.136

0.992

1.611

0.282

0.273

NSEI

p_yellow

13

6

2

0.539

0.463

0.134

0.991

1.633

0.282

0.270

NSEI

p_pelagic

13

7

1

0.345

0.329

0.110

0.668

1.475

0.149

0.107

NSEI

p_pelagic

13

7

2

0.154

0.131

0.037

0.386

1.517

0.093

0.248

NSEI

p_yellow

13

7

1

0.533

0.456

0.131

0.991

1.627

0.286

0.270

NSEI

p_yellow

13

7

2

0.541

0.463

0.140

0.992

1.612

0.280

0.279

NSEI

p_pelagic

13

8

1

0.350

0.331

0.112

0.669

1.479

0.149

0.127

NSEI

p_pelagic

13

8

2

0.156

0.134

0.038

0.382

1.460

0.093

0.236

NSEI

p_yellow

13

8

1

0.531

0.461

0.130

0.991

1.618

0.283

0.248

NSEI

p_yellow

13

8

2

0.540

0.467

0.138

0.992

1.604

0.282

0.258

NSEI

p_pelagic

13

9

1

0.353

0.335

0.114

0.670

1.499

0.150

0.120

NSEI

p_pelagic

13

9

2

0.156

0.137

0.038

0.395

1.472

0.094

0.203

NSEI

p_yellow

13

9

1

0.535

0.466

0.134

0.991

1.632

0.283

0.244

NSEI

p_yellow

13

9

2

0.542

0.468

0.147

0.992

1.643

0.281

0.263

NSEI

p_pelagic

14

1

2

0.407

0.404

0.171

0.673

1.012

0.131

0.023

NSEO

p_pelagic

14

11

1

0.430

0.424

0.200

0.681

1.011

0.125

0.048

NSEO

p_pelagic

14

12

2

0.405

0.398

0.181

0.667

1.011

0.127

0.055

NSEO

p_yellow

14

13

1

0.572

0.558

0.242

0.980

1.011

0.183

0.076

NSEO

p_yellow

14

14

1

0.572

0.560

0.249

0.978

1.013

0.184

0.065

NSEO

p_yellow

14

17

1

0.573

0.560

0.253

0.982

1.011

0.184

0.071

NSEO

p_yellow

14

17

2

0.613

0.605

0.302

0.983

1.010

0.174

0.046

NSEO

p_yellow

14

19

1

0.577

0.569

0.255

0.978

1.012

0.182

0.044

NSEO

p_yellow

14

2

1

0.576

0.565

0.250

0.977

1.010

0.183

0.060

NSEO

p_pelagic

14

3

2

0.406

0.399

0.176

0.664

1.011

0.129

0.054

NSEO

p_pelagic

14

4

2

0.405

0.398

0.177

0.674

1.010

0.130

0.054

NSEO

p_pelagic

14

5

2

0.405

0.399

0.177

0.674

1.011

0.129

0.047

NSEO

p_yellow

14

5

1

0.578

0.567

0.257

0.979

1.011

0.181

0.061

NSEO

p_yellow

14

5

2

0.617

0.607

0.298

0.984

1.010

0.173

0.058

NSEO

p_pelagic

14

6

2

0.405

0.399

0.179

0.674

1.013

0.130

0.046

NSEO

p_yellow

14

8

1

0.574

0.566

0.250

0.981

1.010

0.183

0.044

NSEO

p_pelagic

16

1

1

0.420

0.421

0.157

0.689

1.051

0.140

-0.007

SSEO

p_pelagic

16

1

2

0.398

0.396

0.135

0.670

1.063

0.138

0.014

SSEO

p_pelagic

16

10

1

0.425

0.425

0.165

0.695

1.040

0.138

0.000

SSEO

p_pelagic

16

10

2

0.403

0.397

0.150

0.688

1.047

0.137

0.044

SSEO

p_pelagic

16

11

1

0.424

0.423

0.174

0.685

1.054

0.134

0.007

SSEO

p_pelagic

16

11

2

0.405

0.401

0.151

0.681

1.039

0.139

0.029

SSEO

p_pelagic

16

12

1

0.422

0.420

0.168

0.683

1.040

0.135

0.015

SSEO

p_pelagic

16

12

2

0.402

0.398

0.152

0.674

1.044

0.137

0.029

SSEO

p_pelagic

16

13

1

0.428

0.427

0.172

0.689

1.044

0.137

0.007

SSEO

p_pelagic

16

13

2

0.404

0.399

0.161

0.677

1.040

0.134

0.037

SSEO

p_pelagic

16

14

1

0.415

0.411

0.171

0.685

1.032

0.134

0.030

SSEO

p_pelagic

16

14

2

0.404

0.400

0.166

0.663

1.044

0.132

0.030

SSEO

p_pelagic

16

15

1

0.417

0.411

0.175

0.680

1.024

0.133

0.045

SSEO

p_pelagic

16

15

2

0.403

0.395

0.162

0.666

1.033

0.131

0.061

SSEO

p_pelagic

16

16

1

0.410

0.404

0.170

0.674

1.032

0.132

0.045

SSEO

p_pelagic

16

16

2

0.400

0.394

0.166

0.665

1.023

0.131

0.046

SSEO

p_pelagic

16

17

1

0.460

0.462

0.209

0.717

1.025

0.129

-0.016

SSEO

p_pelagic

16

17

2

0.417

0.413

0.176

0.671

1.021

0.128

0.031

SSEO

p_pelagic

16

18

1

0.439

0.437

0.206

0.691

1.016

0.126

0.016

SSEO

p_pelagic

16

18

2

0.417

0.412

0.186

0.676

1.015

0.130

0.038

SSEO

p_pelagic

16

19

1

0.431

0.426

0.203

0.680

1.017

0.125

0.040

SSEO

p_pelagic

16

19

2

0.413

0.409

0.182

0.670

1.014

0.129

0.031

SSEO

p_pelagic

16

2

1

0.418

0.414

0.147

0.688

1.048

0.141

0.028

SSEO

p_pelagic

16

2

2

0.398

0.392

0.136

0.666

1.055

0.139

0.043

SSEO

p_pelagic

16

20

2

0.420

0.415

0.192

0.676

1.017

0.127

0.039

SSEO

p_pelagic

16

3

1

0.417

0.414

0.155

0.685

1.045

0.141

0.021

SSEO

p_pelagic

16

3

2

0.394

0.388

0.142

0.670

1.047

0.137

0.044

SSEO

p_dsr

16

31

1

0.397

0.397

0.374

0.427

1.017

0.013

0.000

SSEO

p_dsr

16

36

1

0.604

0.603

0.573

0.634

1.018

0.016

0.064

SSEO

p_slope

16

36

1

0.059

0.060

0.038

0.078

1.064

0.010

-0.096

SSEO

p_slope

16

37

1

0.064

0.065

0.044

0.083

1.019

0.010

-0.102

SSEO

p_pelagic

16

4

1

0.421

0.418

0.166

0.691

1.039

0.138

0.022

SSEO

p_pelagic

16

4

2

0.400

0.394

0.149

0.677

1.043

0.138

0.044

SSEO

p_pelagic

16

42

1

0.833

0.833

0.827

0.840

1.059

0.003

0.000

SSEO

p_yellow

16

42

1

0.407

0.407

0.385

0.430

1.022

0.011

0.000

SSEO

p_dsr

16

42

1

0.446

0.438

0.405

0.503

2.155

0.028

0.289

SSEO

p_slope

16

42

1

0.173

0.183

0.115

0.211

2.410

0.028

-0.353

SSEO

p_pelagic

16

5

1

0.421

0.418

0.151

0.692

1.039

0.140

0.021

SSEO

p_pelagic

16

5

2

0.402

0.400

0.140

0.674

1.049

0.139

0.014

SSEO

p_pelagic

16

6

1

0.419

0.421

0.162

0.676

1.050

0.135

-0.015

SSEO

p_pelagic

16

6

2

0.401

0.400

0.140

0.683

1.051

0.137

0.007

SSEO

p_pelagic

16

7

1

0.425

0.425

0.156

0.698

1.047

0.141

0.000

SSEO

p_pelagic

16

7

2

0.400

0.398

0.152

0.659

1.047

0.134

0.015

SSEO

p_pelagic

16

8

1

0.420

0.416

0.169

0.690

1.038

0.138

0.029

SSEO

p_pelagic

16

8

2

0.397

0.392

0.145

0.673

1.045

0.137

0.036

SSEO

p_pelagic

16

9

1

0.425

0.425

0.166

0.695

1.048

0.137

0.000

SSEO

p_pelagic

16

9

2

0.402

0.399

0.150

0.667

1.045

0.136

0.022

SSEO

p_pelagic

3

1

1

0.548

0.557

0.272

0.787

1.012

0.134

-0.067

PWSI

p_pelagic

3

11

1

0.553

0.560

0.280

0.791

1.016

0.134

-0.052

PWSI

p_pelagic

3

13

1

0.549

0.557

0.276

0.798

1.012

0.135

-0.059

PWSI

p_pelagic

3

14

1

0.556

0.565

0.277

0.795

1.012

0.134

-0.067

PWSI

p_pelagic

3

4

1

0.547

0.558

0.278

0.780

1.011

0.132

-0.083

PWSI

p_pelagic

3

5

1

0.547

0.550

0.277

0.789

1.017

0.134

-0.022

PWSI

p_pelagic

3

6

1

0.549

0.556

0.280

0.789

1.011

0.136

-0.052

PWSI

p_pelagic

4

1

1

0.548

0.558

0.255

0.786

1.037

0.139

-0.072

PWSO

p_pelagic

4

1

2

0.542

0.546

0.272

0.787

1.041

0.136

-0.029

PWSO

p_pelagic

4

10

1

0.548

0.556

0.269

0.796

1.032

0.137

-0.058

PWSO

p_pelagic

4

10

2

0.546

0.555

0.255

0.793

1.040

0.136

-0.066

PWSO

p_pelagic

4

11

1

0.551

0.557

0.279

0.795

1.034

0.134

-0.045

PWSO

p_pelagic

4

11

2

0.541

0.547

0.259

0.782

1.035

0.136

-0.044

PWSO

p_pelagic

4

12

1

0.549

0.556

0.276

0.793

1.037

0.136

-0.051

PWSO

p_pelagic

4

12

2

0.548

0.558

0.265

0.787

1.036

0.138

-0.072

PWSO

p_pelagic

4

13

1

0.552

0.561

0.282

0.787

1.047

0.135

-0.067

PWSO

p_pelagic

4

13

2

0.548

0.556

0.272

0.789

1.045

0.135

-0.059

PWSO

p_pelagic

4

14

1

0.546

0.549

0.275

0.798

1.044

0.139

-0.022

PWSO

p_pelagic

4

14

2

0.549

0.559

0.280

0.782

1.031

0.132

-0.076

PWSO

p_pelagic

4

15

1

0.544

0.547

0.274

0.786

1.039

0.134

-0.022

PWSO

p_pelagic

4

15

2

0.545

0.553

0.268

0.785

1.026

0.136

-0.059

PWSO

p_pelagic

4

16

1

0.544

0.547

0.270

0.796

1.025

0.138

-0.022

PWSO

p_pelagic

4

16

2

0.548

0.555

0.262

0.786

1.051

0.137

-0.051

PWSO

p_pelagic

4

17

1

0.550

0.557

0.284

0.793

1.042

0.134

-0.052

PWSO

p_pelagic

4

17

2

0.547

0.550

0.275

0.795

1.027

0.134

-0.022

PWSO

p_pelagic

4

18

1

0.549

0.557

0.272

0.789

1.037

0.135

-0.059

PWSO

p_pelagic

4

18

2

0.546

0.549

0.283

0.789

1.030

0.133

-0.023

PWSO

p_pelagic

4

19

1

0.551

0.558

0.279

0.793

1.036

0.135

-0.052

PWSO

p_pelagic

4

19

2

0.552

0.555

0.285

0.792

1.033

0.134

-0.022

PWSO

p_pelagic

4

2

1

0.548

0.555

0.265

0.792

1.043

0.137

-0.051

PWSO

p_pelagic

4

2

2

0.547

0.556

0.264

0.790

1.029

0.139

-0.065

PWSO

p_pelagic

4

20

2

0.463

0.463

0.240

0.701

1.015

0.120

0.000

PWSO

p_pelagic

4

21

2

0.410

0.407

0.249

0.585

1.012

0.087

0.035

PWSO

p_pelagic

4

3

1

0.549

0.557

0.283

0.786

1.038

0.133

-0.060

PWSO

p_pelagic

4

3

2

0.545

0.552

0.265

0.783

1.034

0.136

-0.052

PWSO

p_pelagic

4

4

1

0.545

0.551

0.261

0.792

1.045

0.137

-0.044

PWSO

p_pelagic

4

4

2

0.547

0.553

0.272

0.786

1.042

0.134

-0.045

PWSO

p_pelagic

4

5

1

0.550

0.557

0.275

0.795

1.046

0.136

-0.051

PWSO

p_pelagic

4

5

2

0.545

0.548

0.276

0.801

1.036

0.137

-0.022

PWSO

p_pelagic

4

6

1

0.551

0.558

0.273

0.793

1.036

0.136

-0.052

PWSO

p_pelagic

4

6

2

0.548

0.558

0.265

0.792

1.041

0.138

-0.073

PWSO

p_pelagic

4

7

1

0.550

0.556

0.274

0.789

1.044

0.134

-0.045

PWSO

p_pelagic

4

7

2

0.546

0.553

0.258

0.783

1.049

0.138

-0.051

PWSO

p_pelagic

4

8

1

0.552

0.558

0.272

0.791

1.056

0.137

-0.044

PWSO

p_pelagic

4

8

2

0.546

0.552

0.262

0.783

1.034

0.137

-0.044

PWSO

p_pelagic

4

9

1

0.551

0.556

0.281

0.802

1.031

0.135

-0.037

PWSO

p_pelagic

4

9

2

0.549

0.559

0.258

0.792

1.033

0.139

-0.072

PWSO

p_pelagic

6

1

2

0.846

0.941

0.141

1.000

1.014

0.220

-0.431

SOKO2SAP

p_pelagic

6

12

2

0.847

0.940

0.156

1.000

1.012

0.218

-0.426

SOKO2SAP

p_pelagic

6

13

2

0.847

0.939

0.149

1.000

1.011

0.220

-0.418

SOKO2SAP

p_pelagic

6

15

2

0.848

0.942

0.151

1.000

1.010

0.219

-0.430

SOKO2SAP

p_pelagic

6

16

2

0.846

0.938

0.138

1.000

1.011

0.220

-0.418

SOKO2SAP

p_pelagic

6

18

2

0.847

0.939

0.132

1.000

1.012

0.219

-0.419

SOKO2SAP

p_pelagic

6

19

2

0.844

0.939

0.154

1.000

1.010

0.221

-0.431

SOKO2SAP

p_pelagic

6

2

2

0.846

0.939

0.145

1.000

1.013

0.220

-0.423

SOKO2SAP

p_pelagic

6

20

2

0.847

0.941

0.145

1.000

1.011

0.219

-0.430

SOKO2SAP

p_pelagic

6

22

2

0.846

0.940

0.136

1.000

1.012

0.219

-0.429

SOKO2SAP

p_pelagic

6

23

2

0.847

0.939

0.133

1.000

1.012

0.220

-0.418

SOKO2SAP

p_pelagic

6

24

2

0.846

0.941

0.130

1.000

1.010

0.221

-0.430

SOKO2SAP

p_pelagic

6

25

2

0.846

0.941

0.144

1.000

1.012

0.219

-0.433

SOKO2SAP

p_pelagic

6

27

2

0.845

0.940

0.144

1.000

1.011

0.221

-0.430

SOKO2SAP

p_pelagic

6

28

2

0.846

0.940

0.142

1.000

1.010

0.219

-0.429

SOKO2SAP

p_pelagic

6

3

2

0.846

0.938

0.149

1.000

1.011

0.220

-0.419

SOKO2SAP

p_pelagic

6

30

2

0.846

0.939

0.148

1.000

1.012

0.220

-0.422

SOKO2SAP

p_pelagic

6

31

2

0.850

0.939

0.150

1.000

1.011

0.215

-0.414

SOKO2SAP

p_pelagic

6

32

2

0.845

0.937

0.155

1.000

1.010

0.220

-0.418

SOKO2SAP

p_pelagic

6

33

2

0.846

0.939

0.161

1.000

1.010

0.219

-0.424

SOKO2SAP

p_pelagic

6

35

2

0.844

0.942

0.142

1.000

1.011

0.222

-0.441

SOKO2SAP

p_pelagic

6

36

2

0.847

0.942

0.143

1.000

1.013

0.219

-0.434

SOKO2SAP

p_pelagic

6

37

2

0.847

0.939

0.144

1.000

1.011

0.219

-0.420

SOKO2SAP

p_pelagic

6

39

2

0.846

0.937

0.143

1.000

1.012

0.218

-0.418

SOKO2SAP

p_pelagic

6

40

2

0.847

0.938

0.142

1.000

1.013

0.217

-0.419

SOKO2SAP

p_pelagic

6

41

2

0.849

0.940

0.145

1.000

1.013

0.216

-0.421

SOKO2SAP

p_pelagic

6

42

2

0.846

0.939

0.149

1.000

1.013

0.221

-0.421

SOKO2SAP

p_pelagic

6

43

2

0.844

0.937

0.141

1.000

1.011

0.222

-0.418

SOKO2SAP

p_pelagic

6

5

2

0.847

0.943

0.147

1.000

1.012

0.220

-0.436

SOKO2SAP

p_pelagic

6

6

2

0.846

0.937

0.143

1.000

1.010

0.221

-0.412

SOKO2SAP

p_pelagic

6

7

2

0.846

0.937

0.135

1.000

1.011

0.219

-0.415

SOKO2SAP

p_pelagic

6

8

2

0.846

0.940

0.154

1.000

1.013

0.218

-0.430

SOKO2SAP

p_pelagic

6

9

2

0.846

0.939

0.134

1.000

1.011

0.220

-0.423

SOKO2SAP

p_black

8

40

1

0.527

0.420

0.343

0.968

1.073

0.224

0.477

afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

beta2_pH

10

1

2.180

1.047

0.354

10.808

1.409

2.641

0.429

northeast

beta0_pH

11

1

0.014

0.019

-0.648

0.542

1.131

0.292

-0.017

CSEO

beta0_pelagic

11

-0.199

-0.180

-0.656

0.132

1.221

0.194

-0.098

CSEO

beta1_pelagic

11

1.237

1.215

0.752

1.881

1.245

0.274

0.080

CSEO

beta2_yellow

11

-10.519

-10.177

-21.637

-0.539

1.620

6.676

-0.051

CSEO

beta0_pH

12

1

0.631

0.629

0.206

0.998

1.118

0.202

0.010

EWYKT

beta1_pH

12

1

2.892

2.890

2.325

3.497

1.101

0.300

0.007

EWYKT

beta0_pH

13

1

-0.016

-0.576

-0.998

1.330

13.044

0.952

0.588

NSEI

beta1_pH

13

1

2.329

3.301

0.020

3.957

14.250

1.636

-0.594

NSEI

beta2_pH

13

1

1.279

1.002

0.484

3.640

1.594

0.796

0.348

NSEI

beta3_pH

13

1

31.842

31.415

29.484

37.314

1.435

1.778

0.240

NSEI

beta4_pH

13

1

0.659

0.640

0.607

0.735

5.243

0.042

0.451

NSEI

beta5_pH

13

1

3.338

3.338

3.308

3.369

1.245

0.016

0.000

NSEI

beta0_pelagic

13

-0.775

-0.825

-1.695

0.171

2.297

0.573

0.087

NSEI

beta1_pelagic

13

2.511

2.556

1.138

3.867

1.680

0.712

-0.063

NSEI

beta2_pelagic

13

0.224

0.184

0.096

0.627

1.596

0.131

0.305

NSEI

beta3_pelagic

13

32.144

31.925

24.804

39.485

1.599

4.281

0.051

NSEI

beta1_yellow

13

1.814

1.021

0.031

5.850

1.734

1.688

0.470

NSEI

beta3_yellow

13

32.776

32.455

29.085

39.303

1.421

3.013

0.107

NSEI

beta_H

13

3

8.920

8.922

8.553

9.293

1.191

0.190

-0.011

NSEI

beta0_pH

14

1

0.063

0.055

-0.296

0.421

1.154

0.184

0.043

NSEO

beta1_pH

14

1

2.749

2.760

2.069

3.413

1.172

0.343

-0.032

NSEO

beta1_pelagic

14

1.846

1.743

1.161

3.001

1.135

0.466

0.221

NSEO

beta0_pH

15

1

0.071

0.103

-0.533

0.442

1.146

0.228

-0.140

SSEI

beta1_pH

15

1

2.392

2.346

1.792

3.526

1.180

0.388

0.119

SSEI

beta2_yellow

15

-9.184

-9.406

-19.394

-0.439

1.273

5.283

0.042

SSEI

beta1_pH

16

4

3.491

3.494

2.102

4.836

1.119

0.684

-0.004

SSEO

beta0_pelagic

16

-0.365

-0.268

-1.489

0.102

1.333

0.382

-0.254

SSEO

beta1_pelagic

16

1.469

1.290

0.716

2.981

1.153

0.608

0.295

SSEO

mu_beta2_pH

2

1

2.295

1.064

0.185

12.676

1.461

3.153

0.390

NG

beta1_pH

2

1

1.559

1.554

1.005

2.122

1.101

0.290

0.017

NG

mu_beta0_pH

3

1

-0.016

-0.051

-0.819

0.898

1.279

0.448

0.078

PWSI

tau_beta0_pH

3

1

2.430

1.719

0.247

8.525

1.173

2.447

0.291

PWSI

tau_beta1_pH

3

1

7.501

1.468

0.048

57.250

1.208

14.593

0.413

PWSI

tau_beta1_pH

3

4

5.171

3.132

0.304

23.911

1.147

7.628

0.267

PWSI

mu_beta2_pH

3

1

1.440

0.832

0.053

7.054

1.132

1.867

0.326

PWSI

beta0_pelagic

4

0.215

0.257

-0.611

0.710

1.184

0.300

-0.140

PWSO

beta1_pelagic

4

0.835

0.791

0.298

1.729

1.187

0.328

0.134

PWSO

beta0_pH

5

1

-0.712

-0.683

-1.593

-0.054

1.140

0.384

-0.075

BSAI

beta1_pH

5

1

2.229

2.187

1.405

3.342

1.128

0.484

0.087

BSAI

beta2_pH

5

1

2.861

1.743

0.301

12.914

1.340

3.205

0.349

BSAI

beta0_pH

6

1

-0.444

-0.354

-1.479

0.115

1.160

0.400

-0.225

SOKO2SAP

beta1_pH

6

1

2.017

1.812

0.965

4.119

1.218

0.795

0.258

SOKO2SAP

beta2_pH

6

1

2.059

0.577

0.116

12.915

1.447

3.341

0.444

SOKO2SAP

beta0_pH

8

1

-0.531

-0.468

-1.430

0.024

1.214

0.397

-0.159

afognak

beta1_pH

8

1

2.286

2.011

1.014

4.557

1.472

0.938

0.293

afognak

beta2_pH

8

1

1.698

0.479

0.118

11.054

1.528

2.748

0.444

afognak

beta0_pH

9

1

-0.259

-0.234

-0.925

0.250

1.177

0.294

-0.085

eastside

beta1_pH

9

1

1.918

1.837

1.123

3.292

1.302

0.554

0.146

eastside

beta2_pH

9

1

1.902

0.716

0.190

10.999

1.427

2.711

0.438

eastside

logbc_R

13

14

1.041

1.056

0.377

1.633

1.193

0.315

-0.048

NSEI

logbc_R

13

15

0.826

0.843

0.107

1.437

1.215

0.333

-0.051

NSEI

logbc_R

13

16

1.041

1.054

0.403

1.643

1.222

0.309

-0.042

NSEI

logbc_R

13

17

1.082

1.087

0.446

1.697

1.207

0.310

-0.016

NSEI

logbc_R

13

18

1.084

1.081

0.482

1.687

1.200

0.303

0.010

NSEI

logbc_R

13

19

1.025

1.033

0.386

1.621

1.230

0.312

-0.026

NSEI

logbc_R

13

20

1.048

1.055

0.414

1.654

1.251

0.314

-0.022

NSEI

logbc_R

13

21

1.080

1.080

0.458

1.666

1.291

0.307

0.000

NSEI

logbc_R

13

22

0.970

0.978

0.309

1.600

1.453

0.327

-0.024

NSEI

logbc_R

13

31

1.331

1.329

0.896

1.740

1.136

0.212

0.009

NSEI

logbc_R

13

32

1.097

1.097

0.683

1.490

1.121

0.203

0.000

NSEI

logbc_R

13

33

1.320

1.312

0.871

1.796

1.160

0.229

0.035

NSEI

mu_bc_R

13

1.072

1.075

0.885

1.260

1.205

0.095

-0.032

NSEI

sd_bc_R

13

0.315

0.310

0.176

0.480

1.116

0.077

0.065

NSEI

lambda_H

15

0.019

0.014

0.003

0.055

1.160

0.031

0.164

SSEI

lambda_H

16

0.558

0.245

0.032

3.098

1.175

1.154

0.271

SSEO

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

794.00

308.00

1,483.00

355.00

Prop. of total

0.72

0.28

0.81

0.19

Prop. median less than 1

0.15

0.17

0.25

0.47

Prop. median less than 10

0.23

0.47

0.41

0.78

Prop. median less than 50

0.31

0.71

0.55

0.82

Median of the median values

456.19

11.92

30.20

1.48

Mean of the median values

1,441.06

519.45

449.82

180.66

Mean skew of posteriors

0.21

0.29

0.26

0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

147.00

10.00

201.00

46.00

Prop. of total

0.94

0.06

0.81

0.19

Prop. median less than 1

0.01

0.60

0.21

0.76

Prop. median less than 10

0.01

0.90

0.25

0.96

Prop. median less than 50

0.02

1.00

0.27

0.96

Median of the median values

1,257.14

0.27

278.29

0.16

Mean of the median values

1,105.58

3.54

638.06

3.76

Mean skew of posteriors

0.23

0.20

0.22

0.17

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta_H

1

beta0_pelagic

4

beta0_pH

9

beta1_pelagic

5

beta1_pH

8

beta1_yellow

1

beta2_pelagic

1

beta2_pH

6

beta2_yellow

2

beta3_pelagic

1

beta3_pH

1

beta3_yellow

1

beta4_pH

1

beta5_pH

1

Bp_ay

21

Bp_ayg

11

Bp_ayu

22

deviance

1

eps_dsr

1

eps_pel

12

eps_pH

63

eps_sl

1

eps_ye

3

H_ay

7

H_ayg

9

Hb_ay

21

Hb_ayg

22

Hb_ayu

22

Hd_ay

1

Hd_ayg

1

Ho_ay

2

Ho_ayg

1

Ho_ayu

3

Hp_ay

22

Hp_ayg

22

Hp_ayu

22

Hs_ay

1

Hs_ayg

1

Hs_ayu

1

Htrend_ay

13

Hy_ay

32

Hy_ayg

30

Hy_ayu

32

lambda_H

2

logbc_R

12

logRhat_ay

1

mean_eps_pH

1

mu_bc_R

1

mu_beta0_pH

1

mu_beta2_pH

2

p_dsr

1

p_pelagic

43

p_slope

2

p_yellow

58

pH

80

R_ay

32

R_ayg

25

R_ayu

10

Rb_ay

37

Rb_ayg

24

Rb_ayu

25

Rd_ay

3

Rd_ayg

7

Rd_ayu

5

re_dsr

1

re_pelagic

25

re_pH

86

re_slope

1

re_yellow

4

Ro_ay

16

Ro_ayg

14

Ro_ayu

34

Rp_ay

44

Rp_ayg

26

Rp_ayu

28

Rs_ay

8

Rs_ayg

12

Rs_ayu

17

Ry_ay

40

Ry_ayg

27

Ry_ayu

39

sd_bc_R

1

sd_pH

1

tau_beta0_pH

1

tau_beta1_pH

2

tau_pH

1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.016 0.070 -0.149 -0.017 0.125
mu_bc_H[2] 0.068 0.055 -0.037 0.067 0.185
mu_bc_H[3] -0.275 0.066 -0.400 -0.276 -0.137
mu_bc_H[4] -0.931 0.185 -1.298 -0.925 -0.584
mu_bc_H[5] 1.403 1.240 0.120 1.111 4.604
mu_bc_H[6] -2.393 0.309 -2.970 -2.393 -1.767
mu_bc_H[7] -0.447 0.103 -0.655 -0.444 -0.258
mu_bc_H[8] 0.262 0.353 -0.328 0.230 1.045
mu_bc_H[9] -0.255 0.126 -0.502 -0.258 -0.007
mu_bc_H[10] 0.057 0.067 -0.070 0.054 0.189
mu_bc_H[11] -0.123 0.036 -0.196 -0.124 -0.051
mu_bc_H[12] -0.248 0.107 -0.480 -0.245 -0.050
mu_bc_H[13] -0.172 0.073 -0.311 -0.172 -0.029
mu_bc_H[14] -0.311 0.091 -0.497 -0.311 -0.135
mu_bc_H[15] -0.336 0.047 -0.430 -0.336 -0.241
mu_bc_H[16] -0.143 0.371 -0.760 -0.182 0.709
mu_bc_R[1] 1.050 0.122 0.809 1.051 1.291
mu_bc_R[2] 1.013 0.078 0.850 1.014 1.159
mu_bc_R[3] 0.240 0.092 0.055 0.241 0.423
mu_bc_R[4] 0.681 0.200 0.265 0.691 1.036
mu_bc_R[5] 1.702 0.367 1.017 1.700 2.419
mu_bc_R[6] -1.420 0.332 -2.072 -1.423 -0.767
mu_bc_R[7] 0.511 0.168 0.170 0.515 0.826
mu_bc_R[8] 0.661 0.147 0.381 0.657 0.959
mu_bc_R[9] 0.396 0.169 0.035 0.404 0.699
mu_bc_R[10] 0.903 0.109 0.697 0.901 1.121
mu_bc_R[11] 1.108 0.073 0.965 1.110 1.250
mu_bc_R[12] 0.884 0.161 0.573 0.880 1.201
mu_bc_R[13] 1.072 0.095 0.885 1.075 1.260
mu_bc_R[14] 0.866 0.124 0.634 0.866 1.104
mu_bc_R[15] 0.807 0.099 0.613 0.805 1.002
mu_bc_R[16] 1.347 0.113 1.124 1.347 1.563
tau_pH[1] 2.282 0.289 1.750 2.322 2.772
tau_pH[2] 1.629 0.153 1.343 1.625 1.934
tau_pH[3] 1.218 0.115 1.007 1.211 1.456
tau_pH[4] 1.103 0.151 0.836 1.092 1.435
tau_pH[5] 0.432 0.079 0.292 0.425 0.607
beta0_pH[1,1] 0.562 0.188 0.164 0.569 0.903
beta0_pH[2,1] 1.421 0.169 1.091 1.426 1.742
beta0_pH[3,1] 1.407 0.208 0.961 1.425 1.770
beta0_pH[4,1] 1.580 0.254 0.993 1.601 2.032
beta0_pH[5,1] -0.712 0.384 -1.593 -0.683 -0.054
beta0_pH[6,1] -0.444 0.400 -1.479 -0.354 0.115
beta0_pH[7,1] 0.758 0.011 0.737 0.758 0.779
beta0_pH[8,1] -0.531 0.397 -1.430 -0.468 0.024
beta0_pH[9,1] -0.259 0.294 -0.925 -0.234 0.250
beta0_pH[10,1] 0.275 0.188 -0.102 0.282 0.624
beta0_pH[11,1] 0.014 0.292 -0.648 0.019 0.542
beta0_pH[12,1] 0.631 0.202 0.206 0.629 0.998
beta0_pH[13,1] -0.016 0.952 -0.998 -0.576 1.330
beta0_pH[14,1] 0.063 0.184 -0.296 0.055 0.421
beta0_pH[15,1] 0.071 0.228 -0.533 0.103 0.442
beta0_pH[16,1] -0.848 0.224 -1.277 -0.845 -0.409
beta0_pH[1,2] 2.560 0.086 2.393 2.560 2.733
beta0_pH[2,2] 3.079 0.022 3.037 3.079 3.123
beta0_pH[3,2] 3.626 0.041 3.547 3.625 3.708
beta0_pH[4,2] 2.935 0.019 2.899 2.935 2.974
beta0_pH[5,2] 4.593 1.546 2.754 4.256 8.434
beta0_pH[6,2] 3.326 0.160 3.024 3.327 3.649
beta0_pH[7,2] 2.033 0.050 1.934 2.033 2.130
beta0_pH[8,2] 2.823 0.066 2.697 2.822 2.948
beta0_pH[9,2] 3.960 0.207 3.573 3.954 4.389
beta0_pH[10,2] 3.998 0.126 3.763 3.996 4.243
beta0_pH[11,2] 1.885 0.009 1.868 1.885 1.903
beta0_pH[12,2] 1.795 0.068 1.661 1.794 1.930
beta0_pH[13,2] 2.496 0.026 2.445 2.496 2.548
beta0_pH[14,2] 1.804 0.024 1.758 1.804 1.850
beta0_pH[15,2] 2.544 0.017 2.511 2.544 2.577
beta0_pH[16,2] 2.764 0.025 2.716 2.764 2.816
beta0_pH[1,3] 1.132 0.333 0.336 1.177 1.687
beta0_pH[2,3] 2.126 0.018 2.092 2.126 2.161
beta0_pH[3,3] 2.692 0.024 2.647 2.691 2.741
beta0_pH[4,3] 2.980 0.034 2.915 2.979 3.049
beta0_pH[5,3] 3.379 2.291 0.905 2.765 9.694
beta0_pH[6,3] 1.360 0.368 0.737 1.324 2.146
beta0_pH[7,3] 0.861 0.050 0.769 0.859 0.961
beta0_pH[8,3] 0.266 0.218 -0.214 0.291 0.617
beta0_pH[9,3] -2.197 1.093 -4.696 -2.075 -0.431
beta0_pH[10,3] -0.484 0.823 -2.414 -0.387 0.803
beta0_pH[11,3] 1.073 0.525 -0.074 1.116 1.975
beta0_pH[12,3] 0.944 0.652 -0.488 0.958 2.216
beta0_pH[13,3] 0.963 0.487 -0.106 1.001 1.820
beta0_pH[14,3] 0.554 0.462 -0.467 0.593 1.320
beta0_pH[15,3] 0.700 0.454 -0.325 0.724 1.519
beta0_pH[16,3] 1.155 0.633 -0.073 1.140 2.400
beta0_pH[11,4] 0.890 0.508 -0.245 0.930 1.790
beta0_pH[12,4] 0.949 0.683 -0.391 0.956 2.272
beta0_pH[13,4] 0.731 0.489 -0.303 0.769 1.592
beta0_pH[14,4] 0.424 0.463 -0.543 0.456 1.237
beta0_pH[15,4] 0.595 0.497 -0.376 0.614 1.463
beta0_pH[16,4] 0.878 0.607 -0.338 0.886 2.082
beta0_pH[11,5] 2.969 0.149 2.697 2.967 3.287
beta0_pH[12,5] -0.904 0.519 -1.924 -0.899 0.098
beta0_pH[13,5] 4.911 0.420 4.149 4.896 5.799
beta0_pH[14,5] 3.899 0.362 3.230 3.882 4.634
beta0_pH[15,5] 2.287 0.123 2.052 2.284 2.545
beta0_pH[16,5] 0.225 0.052 0.151 0.215 0.352
beta1_pH[1,1] 2.536 0.486 1.745 2.480 3.714
beta1_pH[2,1] 1.559 0.290 1.005 1.554 2.122
beta1_pH[3,1] 1.748 0.360 1.130 1.731 2.557
beta1_pH[4,1] 1.895 0.474 1.165 1.838 3.300
beta1_pH[5,1] 2.229 0.484 1.405 2.187 3.342
beta1_pH[6,1] 2.017 0.795 0.965 1.812 4.119
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.286 0.938 1.014 2.011 4.557
beta1_pH[9,1] 1.918 0.554 1.123 1.837 3.292
beta1_pH[10,1] 2.075 0.343 1.445 2.062 2.784
beta1_pH[11,1] 3.451 0.493 2.570 3.410 4.508
beta1_pH[12,1] 2.892 0.300 2.325 2.890 3.497
beta1_pH[13,1] 2.329 1.636 0.020 3.301 3.957
beta1_pH[14,1] 2.749 0.343 2.069 2.760 3.413
beta1_pH[15,1] 2.392 0.388 1.792 2.346 3.526
beta1_pH[16,1] 3.986 0.316 3.355 3.996 4.587
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 2.004 1.273 0.036 1.839 5.568
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 4.848 2.630 0.916 4.269 11.463
beta1_pH[9,3] 7.525 2.782 3.227 7.121 13.699
beta1_pH[10,3] 6.513 2.611 2.734 6.008 12.506
beta1_pH[11,3] 2.214 0.561 1.170 2.186 3.382
beta1_pH[12,3] 3.269 0.681 1.991 3.231 4.804
beta1_pH[13,3] 2.034 0.516 1.097 1.998 3.129
beta1_pH[14,3] 2.231 0.516 1.323 2.191 3.346
beta1_pH[15,3] 2.136 0.525 1.189 2.102 3.245
beta1_pH[16,3] 3.721 0.687 2.362 3.734 5.071
beta1_pH[11,4] 1.932 0.564 0.833 1.914 3.083
beta1_pH[12,4] 3.113 0.707 1.768 3.098 4.547
beta1_pH[13,4] 1.265 0.509 0.331 1.228 2.291
beta1_pH[14,4] 1.945 0.528 0.947 1.924 3.011
beta1_pH[15,4] 1.428 0.543 0.411 1.433 2.468
beta1_pH[16,4] 3.491 0.684 2.102 3.494 4.836
beta1_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1] 1.343 0.896 0.335 1.012 3.428
beta2_pH[2,1] 1.703 0.945 0.365 1.536 3.444
beta2_pH[3,1] 1.442 0.815 0.255 1.283 2.932
beta2_pH[4,1] 1.180 0.818 0.187 0.900 2.926
beta2_pH[5,1] 2.861 3.205 0.301 1.743 12.914
beta2_pH[6,1] 2.059 3.341 0.116 0.577 12.915
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 1.698 2.748 0.118 0.479 11.054
beta2_pH[9,1] 1.902 2.711 0.190 0.716 10.999
beta2_pH[10,1] 2.180 2.641 0.354 1.047 10.808
beta2_pH[11,1] 0.359 0.159 0.179 0.327 0.796
beta2_pH[12,1] 1.695 0.849 0.643 1.453 3.716
beta2_pH[13,1] 1.279 0.796 0.484 1.002 3.640
beta2_pH[14,1] 1.283 0.792 0.446 0.997 3.552
beta2_pH[15,1] 1.184 0.758 0.242 0.968 3.380
beta2_pH[16,1] 1.131 0.444 0.642 1.019 2.486
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 6.702 6.616 0.111 5.082 22.246
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 1.366 1.212 0.197 1.010 5.160
beta2_pH[9,3] 0.303 0.534 0.086 0.195 1.223
beta2_pH[10,3] 0.426 0.688 0.105 0.261 2.008
beta2_pH[11,3] -5.689 4.574 -16.965 -4.295 -0.601
beta2_pH[12,3] -6.518 4.525 -17.598 -5.297 -1.205
beta2_pH[13,3] -5.948 4.594 -17.967 -4.455 -0.996
beta2_pH[14,3] -6.105 4.446 -17.514 -4.752 -1.249
beta2_pH[15,3] -6.099 4.439 -17.617 -4.872 -1.009
beta2_pH[16,3] -6.011 4.265 -17.092 -4.601 -1.487
beta2_pH[11,4] -6.402 4.591 -17.805 -5.197 -0.781
beta2_pH[12,4] -6.672 4.491 -17.574 -5.700 -1.128
beta2_pH[13,4] -6.451 4.589 -17.944 -5.317 -0.900
beta2_pH[14,4] -6.536 4.522 -17.986 -5.291 -1.177
beta2_pH[15,4] -6.416 4.525 -17.389 -5.305 -0.949
beta2_pH[16,4] -6.770 4.379 -17.935 -5.552 -1.542
beta2_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1] 34.916 1.129 32.898 34.866 37.445
beta3_pH[2,1] 32.483 1.309 30.025 32.499 35.110
beta3_pH[3,1] 32.860 1.203 30.379 32.850 35.284
beta3_pH[4,1] 32.720 2.002 29.576 32.523 37.284
beta3_pH[5,1] 27.663 1.118 26.127 27.514 30.512
beta3_pH[6,1] 33.327 3.130 26.117 33.150 40.650
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 35.688 3.838 27.470 36.700 41.419
beta3_pH[9,1] 32.242 2.661 27.560 31.942 38.903
beta3_pH[10,1] 32.210 1.155 30.082 32.158 34.551
beta3_pH[11,1] 31.307 1.377 29.165 31.179 34.445
beta3_pH[12,1] 30.774 0.484 29.745 30.808 31.683
beta3_pH[13,1] 31.842 1.778 29.484 31.415 37.314
beta3_pH[14,1] 32.506 0.790 31.167 32.462 34.181
beta3_pH[15,1] 31.030 0.727 29.511 31.021 32.587
beta3_pH[16,1] 30.117 0.361 29.385 30.118 30.820
beta3_pH[1,2] 34.467 5.483 25.536 34.492 43.588
beta3_pH[2,2] 34.473 5.576 25.390 34.413 43.526
beta3_pH[3,2] 30.459 7.232 18.645 30.414 42.380
beta3_pH[4,2] 30.695 7.276 18.705 30.699 42.419
beta3_pH[5,2] 30.511 7.168 18.580 30.520 42.312
beta3_pH[6,2] 30.523 7.184 18.631 30.686 42.238
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 38.633 3.199 30.303 39.778 43.106
beta3_pH[2,3] 34.395 5.476 25.379 34.192 43.596
beta3_pH[3,3] 30.446 7.240 18.682 30.339 42.368
beta3_pH[4,3] 30.534 7.126 18.640 30.600 42.281
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 42.107 1.267 39.222 42.152 43.881
beta3_pH[9,3] 36.305 2.027 34.529 35.506 42.265
beta3_pH[10,3] 37.918 2.505 34.653 37.281 43.352
beta3_pH[11,3] 40.790 1.039 39.027 40.797 42.748
beta3_pH[12,3] 42.039 0.690 40.331 42.259 42.843
beta3_pH[13,3] 41.394 0.730 39.950 41.402 42.794
beta3_pH[14,3] 40.488 0.676 39.095 40.511 41.727
beta3_pH[15,3] 40.600 0.706 39.057 40.652 41.826
beta3_pH[16,3] 41.858 0.384 41.065 41.909 42.611
beta3_pH[11,4] 40.392 1.031 38.782 40.218 42.826
beta3_pH[12,4] 41.792 0.811 40.231 42.084 42.878
beta3_pH[13,4] 41.859 1.156 39.435 41.907 43.805
beta3_pH[14,4] 40.404 0.757 38.926 40.422 41.805
beta3_pH[15,4] 41.062 1.100 38.810 40.988 43.308
beta3_pH[16,4] 41.625 0.401 40.925 41.634 42.456
beta3_pH[11,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,5] 25.000 0.000 25.000 25.000 25.000
beta4_pH[1,1] 0.265 0.022 0.226 0.265 0.310
beta4_pH[2,1] 0.211 0.005 0.201 0.211 0.221
beta4_pH[3,1] 0.173 0.007 0.159 0.173 0.186
beta4_pH[4,1] 0.294 0.011 0.272 0.294 0.316
beta4_pH[5,1] 0.414 0.257 0.090 0.378 0.926
beta4_pH[6,1] 0.803 0.487 0.330 0.743 1.529
beta4_pH[7,1] 0.849 0.339 0.344 0.801 1.692
beta4_pH[8,1] 0.164 0.075 0.047 0.154 0.324
beta4_pH[9,1] 0.217 0.087 0.068 0.211 0.403
beta4_pH[10,1] 0.001 0.001 0.000 0.001 0.003
beta4_pH[11,1] 0.449 0.012 0.425 0.449 0.473
beta4_pH[12,1] 0.643 0.023 0.598 0.643 0.689
beta4_pH[13,1] 0.659 0.042 0.607 0.640 0.735
beta4_pH[14,1] 0.676 0.033 0.614 0.674 0.743
beta4_pH[15,1] 0.800 0.022 0.759 0.799 0.845
beta4_pH[16,1] 1.229 0.044 1.145 1.228 1.318
beta4_pH[1,2] 0.303 0.096 0.135 0.296 0.510
beta4_pH[2,2] 0.515 0.022 0.471 0.515 0.559
beta4_pH[3,2] 0.446 0.012 0.423 0.446 0.469
beta4_pH[4,2] 0.656 0.038 0.583 0.655 0.731
beta4_pH[5,2] 0.740 0.927 0.107 0.536 2.433
beta4_pH[6,2] 0.908 0.715 0.198 0.748 2.777
beta4_pH[7,2] 0.886 0.452 0.352 0.804 1.940
beta4_pH[8,2] 0.842 0.198 0.484 0.826 1.254
beta4_pH[9,2] 1.162 1.285 0.302 0.871 3.769
beta4_pH[10,2] 0.455 0.051 0.358 0.454 0.557
beta4_pH[11,2] 1.270 0.050 1.174 1.270 1.371
beta4_pH[12,2] 0.579 0.109 0.383 0.573 0.805
beta4_pH[13,2] 0.943 0.044 0.861 0.942 1.032
beta4_pH[14,2] 0.929 0.064 0.805 0.928 1.061
beta4_pH[15,2] 1.012 0.025 0.964 1.011 1.061
beta4_pH[16,2] 1.406 0.078 1.260 1.404 1.564
beta4_pH[1,3] 0.282 0.087 0.125 0.278 0.468
beta4_pH[2,3] 0.052 0.018 0.019 0.051 0.088
beta4_pH[3,3] 0.052 0.010 0.033 0.052 0.071
beta4_pH[4,3] 0.173 0.032 0.110 0.173 0.233
beta4_pH[5,3] 0.752 0.862 0.123 0.558 2.478
beta4_pH[6,3] 0.884 0.697 0.183 0.718 2.528
beta4_pH[7,3] 0.886 0.432 0.346 0.812 1.921
beta4_pH[8,3] 0.423 0.200 0.114 0.393 0.898
beta4_pH[9,3] 0.906 0.785 0.164 0.705 2.955
beta4_pH[10,3] 0.061 0.041 0.003 0.055 0.155
beta4_pH[11,3] 0.363 0.016 0.334 0.363 0.395
beta4_pH[12,3] 0.440 0.041 0.362 0.439 0.521
beta4_pH[13,3] 0.837 0.038 0.765 0.836 0.913
beta4_pH[14,3] 0.825 0.065 0.702 0.824 0.953
beta4_pH[15,3] 0.635 0.017 0.603 0.634 0.669
beta4_pH[16,3] 0.638 0.035 0.573 0.637 0.708
beta4_pH[1,4] 0.630 0.359 0.204 0.551 1.433
beta4_pH[2,4] 0.836 0.994 0.112 0.583 3.042
beta4_pH[3,4] 0.841 0.898 0.115 0.583 3.153
beta4_pH[4,4] 0.730 0.471 0.219 0.620 1.862
beta4_pH[5,4] 0.785 1.025 0.114 0.566 2.934
beta4_pH[6,4] 0.943 0.957 0.200 0.742 2.899
beta4_pH[7,4] 0.881 0.439 0.343 0.806 1.814
beta4_pH[8,4] 0.726 0.583 0.146 0.598 2.116
beta4_pH[9,4] 0.783 0.987 0.125 0.562 2.825
beta4_pH[10,4] 1.597 3.351 0.006 0.383 12.911
beta4_pH[11,4] 0.444 0.017 0.410 0.444 0.477
beta4_pH[12,4] 0.558 0.053 0.461 0.555 0.665
beta4_pH[13,4] 0.925 0.036 0.854 0.924 0.997
beta4_pH[14,4] 0.915 0.074 0.782 0.913 1.069
beta4_pH[15,4] 0.714 0.020 0.675 0.713 0.755
beta4_pH[16,4] 0.689 0.042 0.612 0.688 0.775
beta4_pH[1,5] 0.634 0.392 0.209 0.564 1.454
beta4_pH[2,5] 0.830 0.897 0.119 0.579 2.990
beta4_pH[3,5] 0.828 1.043 0.109 0.576 2.880
beta4_pH[4,5] 0.741 0.610 0.208 0.635 1.832
beta4_pH[5,5] 0.763 0.857 0.104 0.562 2.750
beta4_pH[6,5] 0.912 0.842 0.209 0.740 2.642
beta4_pH[7,5] 0.885 0.435 0.336 0.809 1.898
beta4_pH[8,5] 0.737 0.608 0.157 0.593 2.197
beta4_pH[9,5] 0.743 0.808 0.123 0.542 2.423
beta4_pH[10,5] 1.354 2.961 0.008 0.360 10.938
beta4_pH[11,5] 0.603 0.052 0.505 0.600 0.710
beta4_pH[12,5] 0.588 0.171 0.302 0.570 0.975
beta4_pH[13,5] 0.773 0.062 0.657 0.771 0.902
beta4_pH[14,5] 0.843 0.115 0.638 0.839 1.084
beta4_pH[15,5] 1.144 0.073 1.006 1.142 1.292
beta4_pH[16,5] 20.137 3.525 12.091 20.753 24.812
beta0_pelagic[1] 2.267 0.036 2.202 2.266 2.339
beta0_pelagic[2] 1.538 0.007 1.525 1.538 1.552
beta0_pelagic[3] 0.211 0.273 -0.527 0.272 0.573
beta0_pelagic[4] 0.215 0.300 -0.611 0.257 0.710
beta0_pelagic[5] 1.445 0.155 1.151 1.442 1.756
beta0_pelagic[6] 1.352 0.059 1.235 1.352 1.470
beta0_pelagic[7] 1.484 0.039 1.410 1.484 1.563
beta0_pelagic[8] 1.674 0.044 1.591 1.672 1.762
beta0_pelagic[9] 2.796 0.067 2.671 2.793 2.931
beta0_pelagic[10] 2.604 0.031 2.545 2.604 2.668
beta0_pelagic[11] -0.199 0.194 -0.656 -0.180 0.132
beta0_pelagic[12] 1.802 0.035 1.738 1.801 1.874
beta0_pelagic[13] -0.775 0.573 -1.695 -0.825 0.171
beta0_pelagic[14] -0.304 0.197 -0.813 -0.280 0.002
beta0_pelagic[15] -0.214 0.038 -0.311 -0.198 -0.180
beta0_pelagic[16] -0.365 0.382 -1.489 -0.268 0.102
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.734 0.307 0.295 0.688 1.593
beta1_pelagic[4] 0.835 0.328 0.298 0.791 1.729
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.237 0.274 0.752 1.215 1.881
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 2.511 0.712 1.138 2.556 3.867
beta1_pelagic[14] 1.846 0.466 1.161 1.743 3.001
beta1_pelagic[15] 0.110 0.175 0.000 0.019 0.635
beta1_pelagic[16] 1.469 0.608 0.716 1.290 2.981
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.308 5.893 0.190 4.510 20.465
beta2_pelagic[4] 7.510 6.135 0.289 6.220 21.817
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 1.591 1.455 0.242 1.084 5.648
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 0.224 0.131 0.096 0.184 0.627
beta2_pelagic[14] 0.782 0.780 0.182 0.553 2.946
beta2_pelagic[15] 2.662 1.953 0.155 2.262 7.275
beta2_pelagic[16] 0.948 1.207 0.125 0.474 4.870
beta3_pelagic[1] 28.788 3.889 22.356 28.736 35.187
beta3_pelagic[2] 28.708 3.897 22.328 28.613 35.141
beta3_pelagic[3] 27.876 2.740 23.195 28.130 32.528
beta3_pelagic[4] 26.148 1.604 22.720 26.310 29.806
beta3_pelagic[5] 29.344 6.590 18.440 29.248 40.416
beta3_pelagic[6] 29.560 6.588 18.681 29.509 40.430
beta3_pelagic[7] 29.423 6.623 18.496 29.627 40.236
beta3_pelagic[8] 29.497 6.671 18.575 29.527 40.439
beta3_pelagic[9] 29.449 6.605 18.649 29.234 40.379
beta3_pelagic[10] 29.498 6.614 18.484 29.393 40.475
beta3_pelagic[11] 30.043 1.203 27.669 30.069 32.573
beta3_pelagic[12] 30.000 0.000 30.000 30.000 30.000
beta3_pelagic[13] 32.144 4.281 24.804 31.925 39.485
beta3_pelagic[14] 34.311 1.669 31.500 34.115 38.259
beta3_pelagic[15] 34.380 5.622 23.835 35.144 41.733
beta3_pelagic[16] 31.718 2.785 26.448 31.444 38.596
beta0_yellow[1] -0.483 0.081 -0.637 -0.484 -0.322
beta0_yellow[2] 0.546 0.084 0.359 0.551 0.690
beta0_yellow[3] -0.209 0.126 -0.457 -0.209 0.014
beta0_yellow[4] 0.908 0.236 0.263 0.966 1.196
beta0_yellow[5] 0.249 0.325 -0.429 0.266 0.815
beta0_yellow[6] 0.816 0.105 0.617 0.815 1.023
beta0_yellow[7] 0.996 0.091 0.817 0.997 1.168
beta0_yellow[8] 1.027 0.094 0.845 1.025 1.216
beta0_yellow[9] 0.459 0.102 0.259 0.457 0.658
beta0_yellow[10] 0.540 0.070 0.403 0.540 0.676
beta0_yellow[11] -0.205 0.124 -0.469 -0.193 0.010
beta0_yellow[12] -1.081 0.095 -1.265 -1.080 -0.896
beta0_yellow[13] -1.362 0.186 -1.787 -1.339 -1.056
beta0_yellow[14] -0.256 0.156 -0.571 -0.240 -0.015
beta0_yellow[15] -1.247 0.141 -1.526 -1.232 -1.033
beta0_yellow[16] -0.257 0.093 -0.439 -0.255 -0.075
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.012 0.246 0.535 1.009 1.484
beta1_yellow[3] 0.469 0.247 0.018 0.478 0.913
beta1_yellow[4] 1.283 0.532 0.620 1.163 2.951
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.294 0.364 0.001 0.115 1.193
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 1.814 1.688 0.031 1.021 5.850
beta1_yellow[14] 0.701 0.992 0.013 0.428 4.009
beta1_yellow[15] 0.149 0.174 0.011 0.076 0.609
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.789 5.934 -22.615 -6.630 -0.361
beta2_yellow[3] -7.742 5.668 -21.074 -6.514 -0.505
beta2_yellow[4] -5.765 5.870 -20.758 -3.959 -0.143
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -10.519 6.676 -21.637 -10.177 -0.539
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] -5.724 5.074 -17.281 -4.224 -0.309
beta2_yellow[14] -7.075 5.511 -20.339 -5.858 -0.396
beta2_yellow[15] -9.184 5.283 -19.394 -9.406 -0.439
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 28.789 1.145 27.118 28.650 31.711
beta3_yellow[3] 32.472 3.115 24.030 32.549 39.070
beta3_yellow[4] 29.975 3.272 23.966 28.785 35.858
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 35.079 3.663 30.379 34.083 43.402
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 32.776 3.013 29.085 32.455 39.303
beta3_yellow[14] 33.944 3.568 29.232 33.479 42.987
beta3_yellow[15] 36.511 3.798 30.291 36.295 43.615
beta3_yellow[16] 35.000 0.000 35.000 35.000 35.000
beta0_black[1] 0.013 0.076 -0.134 0.014 0.160
beta0_black[2] 1.855 0.032 1.790 1.855 1.916
beta0_black[3] 1.238 0.038 1.164 1.239 1.312
beta0_black[4] 2.424 0.047 2.335 2.423 2.514
beta0_black[5] 5.158 2.402 1.695 4.693 11.097
beta0_black[6] 5.240 2.146 2.639 4.682 10.928
beta0_black[7] 4.101 2.102 1.589 3.553 9.799
beta0_black[8] 0.903 0.222 0.489 0.895 1.371
beta0_black[9] 2.800 0.270 2.273 2.796 3.345
beta0_black[10] 1.290 0.051 1.191 1.290 1.387
beta0_black[11] 2.979 0.051 2.879 2.979 3.079
beta0_black[12] 4.918 0.188 4.548 4.920 5.282
beta0_black[13] 0.421 0.328 0.016 0.341 1.220
beta0_black[14] 2.852 0.109 2.640 2.851 3.072
beta0_black[15] 0.723 0.052 0.620 0.723 0.824
beta0_black[16] 3.772 0.073 3.629 3.772 3.914
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.553 1.733 -6.713 -2.194 -0.289
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 37.438 3.313 27.325 38.205 41.044
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.328 0.091 -0.514 -0.326 -0.150
beta4_black[2] 0.259 0.052 0.156 0.258 0.363
beta4_black[3] -0.717 0.063 -0.838 -0.718 -0.589
beta4_black[4] 0.629 0.130 0.382 0.624 0.886
beta4_black[5] 0.794 1.634 -1.278 0.488 4.192
beta4_black[6] 0.874 1.650 -0.952 0.557 4.340
beta4_black[7] 0.824 1.722 -1.020 0.512 4.248
beta4_black[8] 0.071 0.291 -0.546 0.082 0.618
beta4_black[9] 1.033 0.799 -0.094 0.880 3.033
beta4_black[10] 0.072 0.066 -0.058 0.073 0.202
beta4_black[11] -0.612 0.065 -0.735 -0.612 -0.482
beta4_black[12] 1.229 0.291 0.683 1.220 1.834
beta4_black[13] -1.003 0.077 -1.159 -1.002 -0.853
beta4_black[14] 0.215 0.180 -0.132 0.213 0.582
beta4_black[15] 0.003 0.047 -0.089 0.003 0.094
beta4_black[16] -0.417 0.116 -0.636 -0.420 -0.185
beta0_dsr[11] -0.329 0.009 -0.347 -0.328 -0.310
beta0_dsr[12] 1.409 0.045 1.325 1.408 1.498
beta0_dsr[13] 0.155 0.021 0.114 0.155 0.195
beta0_dsr[14] -0.127 0.017 -0.160 -0.127 -0.094
beta0_dsr[15] 0.205 0.014 0.179 0.206 0.233
beta0_dsr[16] 0.157 0.016 0.123 0.157 0.189
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.544 0.035 0.473 0.545 0.612
beta4_dsr[12] 0.800 0.233 0.359 0.797 1.271
beta4_dsr[13] -0.078 0.039 -0.155 -0.078 -0.002
beta4_dsr[14] -0.209 0.070 -0.347 -0.209 -0.068
beta4_dsr[15] 0.217 0.022 0.175 0.216 0.259
beta4_dsr[16] -0.047 0.046 -0.136 -0.048 0.046
beta0_slope[11] -2.208 0.022 -2.252 -2.208 -2.165
beta0_slope[12] -4.984 0.188 -5.362 -4.978 -4.636
beta0_slope[13] -1.502 0.034 -1.570 -1.501 -1.437
beta0_slope[14] -2.711 0.051 -2.814 -2.710 -2.614
beta0_slope[15] -1.592 0.022 -1.635 -1.592 -1.549
beta0_slope[16] -2.633 0.040 -2.710 -2.633 -2.556
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.334 0.072 -0.476 -0.332 -0.194
beta4_slope[12] -4.638 0.792 -6.293 -4.595 -3.187
beta4_slope[13] 0.329 0.053 0.225 0.329 0.433
beta4_slope[14] -0.160 0.151 -0.462 -0.157 0.131
beta4_slope[15] -0.360 0.033 -0.424 -0.361 -0.297
beta4_slope[16] -0.162 0.101 -0.363 -0.161 0.028
beta5_slope[11] 3.062 0.108 2.857 3.062 3.271
beta5_slope[12] 2.002 0.389 1.293 1.982 2.825
beta5_slope[13] 0.877 0.079 0.718 0.877 1.032
beta5_slope[14] 3.753 0.363 3.082 3.739 4.507
beta5_slope[15] 1.305 0.071 1.169 1.304 1.451
beta5_slope[16] 2.728 0.235 2.291 2.714 3.216
tau_comp[1] 3.788 0.292 3.270 3.774 4.394
tau_comp[2] 2.866 0.255 2.397 2.855 3.381
tau_comp[3] 0.872 0.074 0.729 0.870 1.024
tau_comp[4] 1.787 0.284 1.304 1.757 2.416
tau_comp[5] 1.290 0.193 0.941 1.279 1.702
sigma_H[1] 0.207 0.048 0.124 0.204 0.312
sigma_H[2] 0.174 0.029 0.127 0.171 0.237
sigma_H[3] 0.187 0.041 0.115 0.185 0.275
sigma_H[4] 0.460 0.080 0.331 0.450 0.639
sigma_H[5] 0.956 0.206 0.582 0.943 1.392
sigma_H[6] 0.527 0.199 0.144 0.525 0.942
sigma_H[7] 0.309 0.063 0.213 0.300 0.455
sigma_H[8] 0.417 0.092 0.256 0.409 0.609
sigma_H[9] 0.510 0.118 0.329 0.492 0.787
sigma_H[10] 0.210 0.039 0.144 0.206 0.298
sigma_H[11] 0.265 0.043 0.192 0.261 0.359
sigma_H[12] 0.384 0.149 0.199 0.337 0.730
sigma_H[13] 0.215 0.035 0.156 0.211 0.291
sigma_H[14] 0.496 0.088 0.347 0.487 0.686
sigma_H[15] 0.229 0.037 0.165 0.226 0.311
sigma_H[16] 0.213 0.040 0.150 0.209 0.308
lambda_H[1] 2.183 3.287 0.073 1.038 11.135
lambda_H[2] 5.174 4.866 0.509 3.700 17.991
lambda_H[3] 5.280 7.269 0.291 2.761 26.320
lambda_H[4] 0.007 0.004 0.001 0.006 0.018
lambda_H[5] 2.608 5.914 0.028 0.656 20.528
lambda_H[6] 6.575 14.413 0.009 0.340 49.507
lambda_H[7] 0.012 0.008 0.002 0.010 0.032
lambda_H[8] 7.743 10.247 0.074 4.102 35.140
lambda_H[9] 0.015 0.010 0.003 0.012 0.040
lambda_H[10] 0.226 0.300 0.024 0.156 0.822
lambda_H[11] 0.218 0.312 0.010 0.098 1.113
lambda_H[12] 3.741 5.042 0.171 2.123 17.500
lambda_H[13] 3.299 3.148 0.280 2.356 11.747
lambda_H[14] 3.390 4.226 0.243 2.180 14.259
lambda_H[15] 0.019 0.031 0.003 0.014 0.055
lambda_H[16] 0.558 1.154 0.032 0.245 3.098
mu_lambda_H[1] 4.095 1.920 1.073 3.848 8.407
mu_lambda_H[2] 3.696 1.963 0.494 3.543 7.803
mu_lambda_H[3] 3.390 1.886 0.761 3.037 7.843
sigma_lambda_H[1] 8.178 4.378 1.729 7.448 18.083
sigma_lambda_H[2] 8.132 4.707 0.810 7.577 18.245
sigma_lambda_H[3] 6.220 4.047 0.988 5.285 16.256
beta_H[1,1] 6.512 1.303 3.355 6.737 8.432
beta_H[2,1] 9.752 0.612 8.368 9.797 10.854
beta_H[3,1] 7.844 0.809 6.070 7.939 9.093
beta_H[4,1] 10.692 7.480 -4.120 10.721 25.980
beta_H[5,1] -0.365 2.686 -5.916 -0.146 3.934
beta_H[6,1] 3.266 4.225 -7.505 4.719 8.327
beta_H[7,1] 1.056 5.750 -10.817 1.231 11.681
beta_H[8,1] 1.379 4.161 -2.596 1.201 3.462
beta_H[9,1] 13.662 5.790 2.221 13.622 25.048
beta_H[10,1] 6.821 1.856 3.030 6.926 10.490
beta_H[11,1] 4.766 3.568 -2.750 5.356 9.998
beta_H[12,1] 2.602 1.091 0.599 2.532 4.945
beta_H[13,1] 9.066 0.832 7.126 9.128 10.486
beta_H[14,1] 2.142 1.006 0.260 2.137 4.060
beta_H[15,1] -7.042 3.371 -13.323 -7.215 0.041
beta_H[16,1] 4.071 3.001 -0.762 3.666 10.756
beta_H[1,2] 7.772 0.272 7.203 7.782 8.285
beta_H[2,2] 9.888 0.160 9.570 9.891 10.195
beta_H[3,2] 8.795 0.201 8.386 8.798 9.189
beta_H[4,2] 2.972 1.419 0.212 2.941 5.824
beta_H[5,2] 1.766 1.005 -0.195 1.766 3.726
beta_H[6,2] 6.037 1.108 3.544 6.221 7.814
beta_H[7,2] 2.432 1.062 0.441 2.383 4.638
beta_H[8,2] 2.975 1.191 1.180 3.135 4.242
beta_H[9,2] 3.163 1.088 1.110 3.136 5.391
beta_H[10,2] 8.028 0.369 7.268 8.041 8.738
beta_H[11,2] 9.843 0.651 8.840 9.750 11.222
beta_H[12,2] 3.931 0.377 3.208 3.920 4.702
beta_H[13,2] 9.158 0.235 8.710 9.153 9.637
beta_H[14,2] 4.027 0.341 3.374 4.025 4.696
beta_H[15,2] 11.545 0.617 10.282 11.568 12.679
beta_H[16,2] 4.490 0.820 2.993 4.456 6.215
beta_H[1,3] 8.450 0.270 7.970 8.447 8.997
beta_H[2,3] 9.875 0.149 9.577 9.874 10.173
beta_H[3,3] 9.474 0.164 9.149 9.472 9.807
beta_H[4,3] -2.115 0.857 -3.805 -2.101 -0.437
beta_H[5,3] 3.890 0.610 2.680 3.915 5.042
beta_H[6,3] 8.349 1.178 6.713 8.048 10.812
beta_H[7,3] -2.591 0.629 -3.840 -2.587 -1.418
beta_H[8,3] 5.320 0.568 4.677 5.232 6.612
beta_H[9,3] -2.673 0.713 -4.113 -2.663 -1.299
beta_H[10,3] 8.563 0.278 8.023 8.561 9.122
beta_H[11,3] 8.492 0.294 7.880 8.513 9.018
beta_H[12,3] 5.273 0.314 4.549 5.316 5.797
beta_H[13,3] 8.920 0.190 8.553 8.922 9.293
beta_H[14,3] 5.795 0.264 5.241 5.810 6.269
beta_H[15,3] 10.283 0.293 9.724 10.282 10.877
beta_H[16,3] 5.871 0.625 4.588 5.877 7.027
beta_H[1,4] 8.092 0.185 7.692 8.102 8.428
beta_H[2,4] 9.861 0.134 9.594 9.864 10.116
beta_H[3,4] 9.964 0.154 9.632 9.974 10.231
beta_H[4,4] 11.796 0.465 10.855 11.795 12.712
beta_H[5,4] 5.557 0.728 4.399 5.482 7.213
beta_H[6,4] 7.192 0.890 5.317 7.407 8.517
beta_H[7,4] 8.539 0.337 7.885 8.552 9.186
beta_H[8,4] 6.717 0.273 6.131 6.731 7.165
beta_H[9,4] 7.418 0.438 6.566 7.392 8.299
beta_H[10,4] 7.527 0.227 7.090 7.526 7.985
beta_H[11,4] 9.505 0.192 9.117 9.508 9.878
beta_H[12,4] 7.241 0.197 6.854 7.240 7.663
beta_H[13,4] 9.076 0.138 8.791 9.081 9.330
beta_H[14,4] 7.839 0.215 7.427 7.833 8.274
beta_H[15,4] 9.471 0.218 9.048 9.472 9.906
beta_H[16,4] 9.440 0.248 8.959 9.437 9.943
beta_H[1,5] 8.897 0.154 8.573 8.901 9.180
beta_H[2,5] 10.674 0.100 10.486 10.672 10.879
beta_H[3,5] 10.764 0.162 10.471 10.756 11.097
beta_H[4,5] 8.356 0.492 7.416 8.352 9.357
beta_H[5,5] 5.169 0.603 3.743 5.256 6.133
beta_H[6,5] 8.952 0.616 8.022 8.832 10.302
beta_H[7,5] 6.569 0.353 5.869 6.554 7.285
beta_H[8,5] 8.244 0.219 7.892 8.223 8.683
beta_H[9,5] 8.197 0.450 7.256 8.209 9.053
beta_H[10,5] 10.039 0.220 9.618 10.036 10.472
beta_H[11,5] 11.597 0.219 11.171 11.596 12.035
beta_H[12,5] 8.596 0.188 8.225 8.599 8.964
beta_H[13,5] 10.121 0.126 9.885 10.118 10.371
beta_H[14,5] 9.241 0.218 8.849 9.231 9.713
beta_H[15,5] 11.312 0.231 10.860 11.311 11.756
beta_H[16,5] 9.829 0.180 9.456 9.832 10.166
beta_H[1,6] 10.115 0.235 9.746 10.079 10.690
beta_H[2,6] 11.472 0.112 11.259 11.470 11.697
beta_H[3,6] 10.616 0.154 10.292 10.624 10.902
beta_H[4,6] 12.896 0.873 11.154 12.909 14.584
beta_H[5,6] 5.668 0.629 4.531 5.631 6.924
beta_H[6,6] 8.734 0.542 7.570 8.757 9.788
beta_H[7,6] 10.544 0.596 9.296 10.542 11.701
beta_H[8,6] 9.516 0.287 8.982 9.538 9.955
beta_H[9,6] 8.295 0.756 6.874 8.264 9.914
beta_H[10,6] 9.149 0.335 8.440 9.170 9.747
beta_H[11,6] 10.680 0.367 9.896 10.709 11.338
beta_H[12,6] 9.378 0.243 8.920 9.368 9.887
beta_H[13,6] 11.097 0.154 10.806 11.094 11.420
beta_H[14,6] 9.928 0.274 9.372 9.933 10.447
beta_H[15,6] 10.542 0.410 9.742 10.543 11.389
beta_H[16,6] 10.601 0.256 10.072 10.610 11.093
beta_H[1,7] 10.194 1.268 6.884 10.488 11.935
beta_H[2,7] 12.120 0.506 10.998 12.153 13.024
beta_H[3,7] 10.263 0.669 8.754 10.321 11.370
beta_H[4,7] 1.480 4.487 -7.148 1.374 10.486
beta_H[5,7] 5.833 2.046 1.858 5.908 9.770
beta_H[6,7] 7.214 3.095 -0.343 8.326 11.003
beta_H[7,7] 7.632 3.029 1.766 7.658 13.595
beta_H[8,7] 10.889 1.064 9.229 10.872 12.492
beta_H[9,7] 4.974 3.906 -3.063 5.119 12.465
beta_H[10,7] 9.990 1.596 7.247 9.847 13.414
beta_H[11,7] 11.425 1.848 8.073 11.213 15.528
beta_H[12,7] 9.805 0.991 7.639 9.881 11.446
beta_H[13,7] 11.740 0.690 10.182 11.796 12.942
beta_H[14,7] 10.660 0.894 8.779 10.712 12.281
beta_H[15,7] 14.069 2.168 9.640 14.055 18.354
beta_H[16,7] 12.846 1.386 10.480 12.717 15.925
beta0_H[1] 8.531 18.736 -28.873 8.784 46.022
beta0_H[2] 10.634 7.987 -5.617 10.704 26.965
beta0_H[3] 9.855 9.931 -10.251 9.772 31.758
beta0_H[4] 11.648 186.339 -356.955 10.044 376.442
beta0_H[5] 5.097 29.353 -46.413 4.151 63.133
beta0_H[6] 6.933 52.425 -116.862 7.767 122.120
beta0_H[7] 8.843 137.189 -277.957 6.889 291.565
beta0_H[8] 5.841 35.188 -22.068 6.585 32.358
beta0_H[9] 4.861 122.192 -241.417 5.625 254.098
beta0_H[10] 8.790 38.487 -68.420 9.041 91.531
beta0_H[11] 10.151 53.958 -105.103 9.031 120.826
beta0_H[12] 6.399 12.509 -18.806 6.635 30.962
beta0_H[13] 10.067 10.724 -11.027 10.087 30.330
beta0_H[14] 7.001 11.804 -16.627 7.163 30.047
beta0_H[15] 8.997 118.082 -220.520 8.468 249.527
beta0_H[16] 7.692 31.794 -54.697 7.675 73.474